{"id":"W4403132441","doi":"10.15353/rea.v15i3-4.5581","title":"The Aging and Robotization: The Duality Between Generations and Robot Adoption","year":2023,"lang":"en","type":"article","venue":"Review of Economic Analysis","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Duality (order theory); Robot; Computer science; Business; Operations management; Mathematics; Economics; Artificial intelligence; Combinatorics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001070837,0.0002274846,0.0002956557,0.0007613004,0.0002806813,0.0007648541,0.0001729925,0.0003091278,0.003368732],"category_scores_gemma":[0.00324586,0.0001141783,0.0005311529,0.001350284,0.0005974157,0.0006903572,0.0008361067,0.000544315,0.0001686957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003349086,"about_ca_system_score_gemma":0.0003660211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006035636,"about_ca_topic_score_gemma":0.007121048,"domain_scores_codex":[0.9993723,0.0002960488,0.00003868755,0.000118356,0.00007172777,0.0001029174],"domain_scores_gemma":[0.9967297,0.001467132,0.001311289,0.000148448,0.0001754648,0.0001678953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001236994,0.00005564021,0.9380253,0.0002039484,0.0004981441,0.000438366,0.00159736,0.001647947,0.0004777155,0.01377926,0.0006841465,0.04246851],"study_design_scores_gemma":[0.000003865811,0.00009627879,0.9883637,0.00009960004,0.0002305066,0.0001560931,0.001292316,0.0009446077,0.0002128992,0.003900033,0.004688049,0.00001210875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744064,0.01164131,0.005457311,0.001202128,0.00005988977,0.00001822656,0.0004837515,0.00001273388,0.006718211],"genre_scores_gemma":[0.9957542,0.002737561,0.0003667268,0.00007802172,0.00004596202,0.000006755202,0.0001298787,0.000002863714,0.0008779307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006035636,"threshold_uncertainty_score":0.01200098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708652447183314,"score_gpt":0.3431162603644042,"score_spread":0.306029735892571,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}